Evidence floor met in this release.
Published segment leaderboard
AI Security & Privacy: Top lists in the Machine Relations Index
This leaderboard uses only the AI Security & Privacy / Top lists segment denominator: 275 observed answer runs across 13 dates.
Segment-specific denominator. Not the overall domain denominator.
Release floor: 7 dates.
Only released domains with evidence in this exact segment.
Leaderboard
Segment-specific cited sources
Rates, runs and rank are the producer's segment-specific values. Overall domain rates and engine breadth are not used as category rates.
| Rank | Source | Source role | Citation rate | Cited runs | Observed runs | Run dates |
|---|---|---|---|---|---|---|
| #1 of 472 | Arxiv.orgarxiv.org | Academic and government source | 27.64% | 76 | 275 | 13 |
| #2 of 472 | Ovaledge.comovaledge.com | Other observed source | 23.27% | 64 | 275 | 13 |
| #3 of 472 | Osano.comosano.com | Other observed source | 17.09% | 47 | 275 | 13 |
| #4 of 472 | Github.comgithub.com | Community and social platform | 16.73% | 46 | 275 | 13 |
| #5 of 472 | Ketch.comketch.com | Vendor-owned source | 16.73% | 46 | 275 | 13 |
| #6 of 472 | Sprinto.comsprinto.com | Other observed source | 14.91% | 41 | 275 | 13 |
| #7 of 472 | Usercentrics.comusercentrics.com | Other observed source | 14.91% | 41 | 275 | 13 |
| #8 of 472 | Vanta.comvanta.com | Other observed source | 14.91% | 41 | 275 | 13 |
| #9 of 472 | Enzuzo.comenzuzo.com | Vendor-owned source | 13.82% | 38 | 275 | 13 |
| #10 of 472 | Transcend.iotranscend.io | Other observed source | 12.00% | 33 | 275 | 13 |
| #11 of 472 | G2g2.com | Market and company database | 10.55% | 29 | 275 | 13 |
| #12 of 472 | Expert Insightsexpertinsights.com | Editorial publication | 10.18% | 28 | 275 | 13 |
| #13 of 472 | Microsoft.commicrosoft.com | Vendor-owned source | 10.18% | 28 | 275 | 13 |
| #14 of 472 | Matomo.orgmatomo.org | Other observed source | 9.09% | 25 | 275 | 13 |
| #15 of 472 | Wiz.iowiz.io | Vendor-owned source | 9.09% | 25 | 275 | 13 |
| #16 of 472 | Owasp.orgowasp.org | Academic and government source | 8.36% | 23 | 275 | 13 |
| #17 of 472 | Secureprivacy.aisecureprivacy.ai | Other observed source | 8.36% | 23 | 275 | 13 |
| #18 of 472 | TechRadartechradar.com | Editorial publication | 8.00% | 22 | 275 | 13 |
| #19 of 472 | Guideflow.comguideflow.com | Other observed source | 7.64% | 21 | 275 | 13 |
| #20 of 472 | Parse.glparse.gl | Other observed source | 7.64% | 21 | 275 | 13 |
| #21 of 472 | Vectra.aivectra.ai | Vendor-owned source | 7.64% | 21 | 275 | 13 |
| #22 of 472 | Redditreddit.com | Community and social platform | 6.55% | 18 | 275 | 13 |
| #23 of 472 | Paloaltonetworks.compaloaltonetworks.com | Vendor-owned source | 6.18% | 17 | 275 | 13 |
| #24 of 472 | Riskpublishing.comriskpublishing.com | Other observed source | 6.18% | 17 | 275 | 13 |
| #25 of 472 | Veritensor.comveritensor.com | Other observed source | 6.18% | 17 | 275 | 13 |
| #26 of 472 | Datagrail.iodatagrail.io | Other observed source | 5.82% | 16 | 275 | 13 |
| #27 of 472 | Gartner.comgartner.com | Analyst and consulting research | 5.82% | 16 | 275 | 13 |
| #28 of 472 | Mindgard.aimindgard.ai | Vendor-owned source | 5.82% | 16 | 275 | 13 |
| #29 of 472 | Getsecureslate.comgetsecureslate.com | Vendor-owned source | 5.45% | 15 | 275 | 13 |
| #30 of 472 | Techscience.comtechscience.com | Other observed source | 5.45% | 15 | 275 | 13 |
| #31 of 472 | Tech Timestechtimes.com | Editorial publication | 5.45% | 15 | 275 | 13 |
| #32 of 472 | Aisecurityandsafety.orgaisecurityandsafety.org | Other observed source | 5.09% | 14 | 275 | 13 |
| #33 of 472 | Amazon.comamazon.com | Other observed source | 5.09% | 14 | 275 | 13 |
| #34 of 472 | Infoq.cominfoq.com | Other observed source | 5.09% | 14 | 275 | 13 |
| #35 of 472 | Mediummedium.com | Community and social platform | 5.09% | 14 | 275 | 13 |
| #36 of 472 | Business Wirebusinesswire.com | Wire and press-release distribution | 4.73% | 13 | 275 | 13 |
| #37 of 472 | Cisco.comcisco.com | Other observed source | 4.73% | 13 | 275 | 13 |
| #38 of 472 | Onetrust.comonetrust.com | Other observed source | 4.73% | 13 | 275 | 13 |
| #39 of 472 | Strac.iostrac.io | Vendor-owned source | 4.73% | 13 | 275 | 13 |
| #40 of 472 | Thedataprivacygroup.comthedataprivacygroup.com | Other observed source | 4.73% | 13 | 275 | 13 |
| #41 of 472 | Grafyn.aigrafyn.ai | Vendor-owned source | 4.36% | 12 | 275 | 13 |
| #42 of 472 | Ibm.comibm.com | Vendor-owned source | 4.36% | 12 | 275 | 13 |
| #43 of 472 | Acm.orgacm.org | Academic and government source | 4.00% | 11 | 275 | 13 |
| #44 of 472 | Airbyte.comairbyte.com | Other observed source | 4.00% | 11 | 275 | 13 |
| #45 of 472 | Dev.todev.to | Community and social platform | 4.00% | 11 | 275 | 13 |
| #46 of 472 | Indiatimesindiatimes.com | Editorial publication | 4.00% | 11 | 275 | 13 |
| #47 of 472 | Pantheonsecurity.iopantheonsecurity.io | Other observed source | 4.00% | 11 | 275 | 13 |
| #48 of 472 | Sentinelone.comsentinelone.com | Vendor-owned source | 4.00% | 11 | 275 | 13 |
| #49 of 472 | Layerd.comlayerd.com | Other observed source | 3.64% | 10 | 275 | 13 |
| #50 of 472 | Nyuway.ainyuway.ai | Other observed source | 3.64% | 10 | 275 | 13 |
| #51 of 472 | Trustarc.comtrustarc.com | Vendor-owned source | 3.64% | 10 | 275 | 13 |
| #52 of 472 | Usenix.orgusenix.org | Academic and government source | 3.64% | 10 | 275 | 13 |
| #53 of 472 | Data-pilot.comdata-pilot.com | Other observed source | 3.27% | 9 | 275 | 13 |
| #54 of 472 | Exterro.comexterro.com | Other observed source | 3.27% | 9 | 275 | 13 |
| #55 of 472 | IT Proitpro.com | Editorial publication | 3.27% | 9 | 275 | 13 |
| #56 of 472 | Neostra.ioneostra.io | Other observed source | 3.27% | 9 | 275 | 13 |
| #57 of 472 | Securiti.aisecuriti.ai | Other observed source | 3.27% | 9 | 275 | 13 |
| #58 of 472 | Snyk.iosnyk.io | Vendor-owned source | 3.27% | 9 | 275 | 13 |
| #59 of 472 | Sourcery.aisourcery.ai | Other observed source | 3.27% | 9 | 275 | 13 |
| #60 of 472 | YouTubeyoutube.com | Search or media platform | 3.27% | 9 | 275 | 13 |
| #61 of 472 | Appsecsanta.comappsecsanta.com | Other observed source | 2.91% | 8 | 275 | 13 |
| #62 of 472 | Bigid.combigid.com | Vendor-owned source | 2.91% | 8 | 275 | 13 |
| #63 of 472 | Cookiebot.comcookiebot.com | Other observed source | 2.91% | 8 | 275 | 13 |
| #64 of 472 | Cookieyes.comcookieyes.com | Other observed source | 2.91% | 8 | 275 | 13 |
| #65 of 472 | Ethyca.comethyca.com | Other observed source | 2.91% | 8 | 275 | 13 |
| #66 of 472 | Galileo.aigalileo.ai | Other observed source | 2.91% | 8 | 275 | 13 |
| #67 of 472 | Group-ib.comgroup-ib.com | Other observed source | 2.91% | 8 | 275 | 13 |
| #68 of 472 | Redfoxsec.comredfoxsec.com | Other observed source | 2.91% | 8 | 275 | 13 |
| #69 of 472 | Scytale.aiscytale.ai | Other observed source | 2.91% | 8 | 275 | 13 |
| #70 of 472 | Comparitech.comcomparitech.com | Other observed source | 2.55% | 7 | 275 | 13 |
| #71 of 472 | Cyera.comcyera.com | Vendor-owned source | 2.55% | 7 | 275 | 13 |
| #72 of 472 | Gitnux.orggitnux.org | Analyst and consulting research | 2.55% | 7 | 275 | 13 |
| #73 of 472 | Protecto.aiprotecto.ai | Other observed source | 2.55% | 7 | 275 | 13 |
| #74 of 472 | SourceForgesourceforge.net | Market and company database | 2.55% | 7 | 275 | 13 |
| #75 of 472 | Surecloud.comsurecloud.com | Other observed source | 2.55% | 7 | 275 | 13 |
| #76 of 472 | Varonis.comvaronis.com | Vendor-owned source | 2.55% | 7 | 275 | 13 |
| #77 of 472 | Zipdo.cozipdo.co | Analyst and consulting research | 2.55% | 7 | 275 | 13 |
| #78 of 472 | Blockchain-council.orgblockchain-council.org | Academic and government source | 2.18% | 6 | 275 | 13 |
| #79 of 472 | F6s.comf6s.com | Other observed source | 2.18% | 6 | 275 | 13 |
| #80 of 472 | Hiddenlayer.comhiddenlayer.com | Other observed source | 2.18% | 6 | 275 | 13 |
| #81 of 472 | Huggingface.cohuggingface.co | Other observed source | 2.18% | 6 | 275 | 13 |
| #82 of 472 | Nist.govnist.gov | Academic and government source | 2.18% | 6 | 275 | 13 |
| #83 of 472 | Obsidiansecurity.comobsidiansecurity.com | Vendor-owned source | 2.18% | 6 | 275 | 13 |
| #84 of 472 | PR Newswireprnewswire.com | Wire and press-release distribution | 2.18% | 6 | 275 | 13 |
| #85 of 472 | Promptfoo.devpromptfoo.dev | Vendor-owned source | 2.18% | 6 | 275 | 13 |
| #86 of 472 | Radarfirst.comradarfirst.com | Other observed source | 2.18% | 6 | 275 | 13 |
| #87 of 472 | Seeklogo.comseeklogo.com | Other observed source | 2.18% | 6 | 275 | 13 |
| #88 of 472 | Tcv.comtcv.com | Other observed source | 2.18% | 6 | 275 | 13 |
| #89 of 472 | The Hacker Newsthehackernews.com | Editorial publication | 2.18% | 6 | 275 | 13 |
| #90 of 472 | Tomshardware.comtomshardware.com | Other observed source | 2.18% | 6 | 275 | 13 |
| #91 of 472 | Trueprivacy.iotrueprivacy.io | Other observed source | 2.18% | 6 | 275 | 13 |
| #92 of 472 | AIMultipleaimultiple.com | Editorial publication | 1.82% | 5 | 275 | 13 |
| #93 of 472 | Atlan.comatlan.com | Vendor-owned source | 1.82% | 5 | 275 | 13 |
| #94 of 472 | Complyjet.comcomplyjet.com | Vendor-owned source | 1.82% | 5 | 275 | 13 |
| #95 of 472 | Cyberdesserts.comcyberdesserts.com | Other observed source | 1.82% | 5 | 275 | 13 |
| #96 of 472 | Informationmatters.orginformationmatters.org | Academic and government source | 1.82% | 5 | 275 | 13 |
| #97 of 472 | LinkedInlinkedin.com | Community and social platform | 1.82% | 5 | 275 | 13 |
| #98 of 472 | Mineos.aimineos.ai | Other observed source | 1.82% | 5 | 275 | 13 |
| #99 of 472 | Openai.comopenai.com | Vendor-owned source | 1.82% | 5 | 275 | 13 |
| #100 of 472 | Radware.comradware.com | Other observed source | 1.82% | 5 | 275 | 13 |
Showing the first 100 rows from 472 observed domains.
Cite this
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. AI Security & Privacy / Top lists: 472 observed source domains in the leaderboard, measured on 275 observed runs across 13 distinct run dates, 2026-05-10 to 2026-11-02. Release mri_score_v2.1+2026-11-02+f9aaeca0db15. https://machinerelations.ai/index/categories/ai-security-privacy/top_list. CC BY 4.0.Parrott, J. (2026). AI Security & Privacy / Top lists in the Machine Relations Index (Version mri_score_v2.1+2026-11-02+f9aaeca0db15) [Data set]. Machine Relations Research. https://machinerelations.ai/index/categories/ai-security-privacy/top_list https://doi.org/10.5281/zenodo.23652423@misc{parrott2026mriaisecurityprivacytoplist,
author = {Parrott, Jaxon},
title = {AI Security \& Privacy / Top lists in the Machine Relations Index},
year = {2026},
version = {mri\_score\_v2.1+2026-11-02+f9aaeca0db15},
publisher = {Machine Relations Research},
url = {https://machinerelations.ai/index/categories/ai-security-privacy/top_list},
doi = {10.5281/zenodo.23652423},
license = {CC-BY-4.0},
note = {Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai}
}Release and boundary
What this segment measures
Published November 2, 2026. The observation window runs May 10, 2026 to November 2, 2026. Methodology v2.1.
MRI measures observed root-domain citations inside monitored prompts. Segment rates are conditional on this sample and do not claim recommendation quality, traffic, placement availability, or commercial performance.